| Title | Input | |
|---|---|---|
| 0 | Type | City |
| 1 | Search | chicago |
| 2 | Place of Interests | portillos,restaurant,starbucks,mcdonalds |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.841 |
| 1 | Dependent Variable: | rent | AIC: | -67.0936 |
| 2 | Date: | 2020-01-22 14:11 | BIC: | -41.4798 |
| 3 | No. Observations: | 53 | Log-Likelihood: | 46.547 |
| 4 | Df Model: | 12 | F-statistic: | 23.94 |
| 5 | Df Residuals: | 40 | Prob (F-statistic): | 1.58e-14 |
| 6 | R-squared: | 0.878 | Scale: | 0.013394 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 1.586 | 0.535013 | 2.96441 | 0.0050907 | 0.504695 | 2.6673 |
| population | 2.58524e-06 | 8.80296e-07 | 2.93679 | 0.00547737 | 8.06097e-07 | 4.36439e-06 |
| density | -6.19741e-06 | 2.94879e-06 | -2.10168 | 0.0419261 | -1.21571e-05 | -2.37689e-07 |
| violent crime | -0.0773329 | 0.0300146 | -2.57651 | 0.0137772 | -0.137995 | -0.016671 |
| property crime | 0.0680714 | 0.0285693 | 2.38268 | 0.0220284 | 0.0103307 | 0.125812 |
| MCDONALDS_count | -0.0183843 | 0.0115279 | -1.59477 | 0.118636 | -0.041683 | 0.00491441 |
| PORTILLOS_count | 0.0997288 | 0.119614 | 0.833756 | 0.40937 | -0.14202 | 0.341477 |
| RESTAURANT_count | 0.0278806 | 0.0246033 | 1.1332 | 0.263875 | -0.0218446 | 0.0776057 |
| STARBUCKS_count | 0.0177321 | 0.00548644 | 3.23198 | 0.00246325 | 0.00664357 | 0.0288206 |
| MCDONALDS_mean | -0.000191266 | 8.21981e-05 | -2.32689 | 0.0251197 | -0.000357395 | -2.51377e-05 |
| PORTILLOS_mean | -1.14571e-05 | 1.78366e-05 | -0.642336 | 0.52432 | -4.75061e-05 | 2.4592e-05 |
| RESTAURANT_mean | 0.000248367 | 7.21617e-05 | 3.44181 | 0.0013669 | 0.000102523 | 0.000394212 |
| STARBUCKS_mean | -0.000119885 | 0.00011589 | -1.03447 | 0.307132 | -0.000354107 | 0.000114338 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.860 |
| 1 | Dependent Variable: | sales | AIC: | 491.7194 |
| 2 | Date: | 2020-01-22 14:11 | BIC: | 515.4918 |
| 3 | No. Observations: | 46 | Log-Likelihood: | -232.86 |
| 4 | Df Model: | 12 | F-statistic: | 23.94 |
| 5 | Df Residuals: | 33 | Prob (F-statistic): | 7.19e-13 |
| 6 | R-squared: | 0.897 | Scale: | 2035.7 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 186.281 | 233.967 | 0.796183 | 0.431617 | -289.729 | 662.291 |
| population | -0.000514198 | 0.000381995 | -1.34609 | 0.187449 | -0.00129137 | 0.000262976 |
| density | -0.000925007 | 0.00126472 | -0.73139 | 0.469703 | -0.00349811 | 0.00164809 |
| violent crime | -24.1812 | 14.6702 | -1.64832 | 0.108777 | -54.0279 | 5.66555 |
| property crime | 21.1787 | 13.8164 | 1.53287 | 0.13484 | -6.93095 | 49.2884 |
| MCDONALDS_count | 2.29197 | 5.03641 | 0.455081 | 0.652031 | -7.95467 | 12.5386 |
| PORTILLOS_count | 82.6424 | 47.0014 | 1.7583 | 0.0879693 | -12.9826 | 178.267 |
| RESTAURANT_count | 10.7717 | 10.1123 | 1.06521 | 0.294513 | -9.80191 | 31.3453 |
| STARBUCKS_count | 9.64346 | 2.498 | 3.86046 | 0.000499074 | 4.56123 | 14.7257 |
| MCDONALDS_mean | -0.0337833 | 0.0398242 | -0.848311 | 0.402377 | -0.114806 | 0.0472396 |
| PORTILLOS_mean | -0.0280163 | 0.00722099 | -3.87984 | 0.000472589 | -0.0427075 | -0.0133251 |
| RESTAURANT_mean | 0.148312 | 0.0304064 | 4.87765 | 2.64415e-05 | 0.0864496 | 0.210174 |
| STARBUCKS_mean | -0.0428736 | 0.0494171 | -0.867587 | 0.391886 | -0.143413 | 0.0576662 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.320 |
| 1 | Dependent Variable: | roi | AIC: | 264.8438 |
| 2 | Date: | 2020-01-22 14:11 | BIC: | 288.6161 |
| 3 | No. Observations: | 46 | Log-Likelihood: | -119.42 |
| 4 | Df Model: | 12 | F-statistic: | 2.762 |
| 5 | Df Residuals: | 33 | Prob (F-statistic): | 0.0103 |
| 6 | R-squared: | 0.501 | Scale: | 14.680 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | -5.67259 | 19.8686 | -0.285505 | 0.777041 | -46.0956 | 34.7504 |
| population | 1.4733e-05 | 3.24392e-05 | 0.454173 | 0.652678 | -5.12651e-05 | 8.07311e-05 |
| density | -0.000120345 | 0.000107401 | -1.12052 | 0.27058 | -0.000338854 | 9.81638e-05 |
| violent crime | 1.00493 | 1.2458 | 0.806651 | 0.425643 | -1.52967 | 3.53952 |
| property crime | -0.764205 | 1.1733 | -0.651332 | 0.519342 | -3.15129 | 1.62288 |
| MCDONALDS_count | -0.410053 | 0.427694 | -0.958753 | 0.344656 | -1.2802 | 0.460097 |
| PORTILLOS_count | -3.83779 | 3.99138 | -0.96152 | 0.343284 | -11.9583 | 4.28274 |
| RESTAURANT_count | 0.219317 | 0.858741 | 0.255394 | 0.800004 | -1.5278 | 1.96644 |
| STARBUCKS_count | 0.0654993 | 0.212132 | 0.308767 | 0.75944 | -0.366086 | 0.497085 |
| MCDONALDS_mean | -0.00122613 | 0.00338189 | -0.362559 | 0.719246 | -0.00810664 | 0.00565437 |
| PORTILLOS_mean | 0.000923646 | 0.00061321 | 1.50625 | 0.141517 | -0.000323939 | 0.00217123 |
| RESTAURANT_mean | -0.00413513 | 0.00258213 | -1.60144 | 0.11881 | -0.0093885 | 0.00111825 |
| STARBUCKS_mean | 0.0021657 | 0.00419652 | 0.516071 | 0.609246 | -0.00637219 | 0.0107036 |